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Author

Xi Yang

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Sep 2026

Multimodal-guided self-distillation for unified person search.

Person search is challenging due to limitations in identity representation. Existing methods rely on one-hot encoding, ignoring semantic relationships among pedestrians. This leads to a fragmented feature space and reduces generalization ability, especially in large-scale scenarios with a significant proportion of unla...

Xi Yang, He-Xun Zhou, Hai-Yang Zhu et al. · 0 citations
Sep 2026

From Generation to Optimization: Improving Pseudo Labels for Semi-Supervised Object Detection

In semi-supervised object detection (SSOD), due to the limited availability of labeled data, the quality and quantity of pseudo labels generated from unlabeled images are crucial for model training. Our study reveals that in the early stages of training, the number of usable pseudo labels is very low, which hampers the...

Xi Yang, Peng-Hui Li, Nan-Nan Wang · 0 citations

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